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RAG 101 - How does Kaiwu work?

Updated: Nov 16, 2023

Kaiwu is an innovative chatbot that blends advanced AI technology with a user-friendly approach. Powered by ChatGPT and the Retrieval Augmented Generation (RAG) framework, Kaiwu stands out as a conversational search engine, ideal for professionals seeking precise, relevant information. This blog breaks down how Kaiwu works, making it easy for those new to AI to understand.

 

The Foundations: ChatGPT and RAG

Kaiwu is built upon two key technologies:

  • ChatGPT is a cutting-edge AI developed by OpenAI, celebrated for its ability to generate text that closely resembles human conversation. It's the core of Kaiwu, enabling it to interact seamlessly with users.

  • Retrieval Augmented Generation (RAG) combines the efficiency of a search engine with the creativity of a text generator. Imagine having a search engine that not only finds answers but also communicates them like a human. That's RAG in action.


 

Kaiwu: A Conversational Search Engine

Kaiwu is not just another chatbot; it's a sophisticated tool designed for professional use, offering precise information retrieval and human-like interaction. Let's explore its process:


How Kaiwu Operates

  1. Converting Messages into Vectors: When you chat with Kaiwu, it translates your message into a vector. Think of this as converting your question into a language that the AI can understand and process efficiently.

  2. The Vector Database: Kaiwu's knowledge base is extensive, organized into vectors. This setup enables the system to quickly identify and retrieve the most relevant information for your query.

  3. Precision Retrieval: Kaiwu compares the vector of your query with those in its database, pinpointing the exact information you need. This process is like having an incredibly efficient librarian who can instantly find the book you need in a vast library.

  4. Engaging Response Generation: Armed with the right information, Kaiwu uses GPT-4 to craft a response. This step ensures that the answer you receive is not only accurate but also clear, concise, and conversationally relevant.


The User-Friendly Edge

Kaiwu is more than a technical marvel; it's a user-friendly platform designed for those who need quick, accurate professional information without delving into complex AI mechanisms. Its intuitive interface makes interacting with AI as simple as having a conversation.

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